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Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
Passed 18 of 20 test cases with the skill, and 8 of 20 without it.
and 15 more in the full report
11 fixed9 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our research agent needs to process 15 dense log files totaling 30MB. A developer recommended inlining all log content into the prompt context window. What context budgeting rule applies to this scenario?
| Checked | Without skill | With skill |
|---|---|---|
| The response specifies preferring file references over inlining large documents into context. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill when you are improving how an agent plans, calls tools, recovers from errors, and converges on completion.
Agent output quality is constrained by:
Every tool response should include:
status: success|warning|errorsummary: one-line resultnext_actions: actionable follow-upsartifacts: file paths / IDsFor every error path, include:
test cases passed, vs 8 / 20 without
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